Semantic Matching on TSS
96.7PCK (FG)DMP+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMP+Backbone feature=ResNet-1012021.06 | 96.7 | 89.2 | 82.3 | 89.4 | |
| DMP+Backbone feature=VGG-162021.06 | 96.3 | 83.1 | 80.1 | 86.5 | |
| PWarpC-CATSSupervision Level=Supervised, Fine-tuned backbone=true2023.05 | 95.5 | 85 | 85.5 | 88.7 | |
| SCOTBackbone feature=ResNet-1012021.06 | 95.3 | 81.3 | 57.7 | 78.1 | |
| SCOTSupervision Level=Supervised2023.05 | 95.3 | 81.3 | 57.7 | 78.1 | |
| Semantic-GLU-NetSupervision Level=Task-specific unsupervised2023.05 | 95.3 | 82.2 | 78.2 | 85.2 | |
| GOCorBackbone feature=VGG-162021.06 | 95 | 78.9 | 81.3 | 85.1 | |
| DMPBackbone feature=ResNet-1012021.06 | 94.6 | 78.1 | 74.2 | 82.3 | |
| NC-NetBackbone feature=ResNet-1012021.06 | 94.5 | 81.4 | 57.1 | 77.7 | |
| SAM-NetBackbone feature=VGG-162021.06 | 94.4 | 75.5 | 78.3 | 82.7 | |
| A-DMPBackbone feature=ResNet-1012021.06 | 94.4 | 81.4 | 75.2 | 86.7 | |
| Fuse-ViT-B/14Supervision Level=Nearest-neighboring based unsupervised, Backbone=ViT-B/142023.05 | 94.3 | 73.2 | 60.9 | 79.7 | |
| A-DMPBackbone feature=VGG-162021.06 | 94.1 | 80.1 | 74.3 | 82.8 | |
| DMPBackbone feature=VGG-162021.06 | 93.9 | 77.2 | 72.1 | 81.7 | |
| Stable DiffusionSupervision Level=Nearest-neighboring based unsupervised2023.05 | 93.9 | 69.4 | 57.7 | 77.7 | |
| GLU-NetBackbone feature=VGG-162021.06 | 93.2 | 73.3 | 71.1 | 79.2 | |
| GLU-NetSupervision Level=Task-specific unsupervised2023.05 | 93.2 | 73.3 | 71.1 | 79.2 | |
| CATSSupervision Level=Supervised, Fine-tuned backbone=true2023.05 | 92.1 | 78.9 | 64.2 | 78.4 | |
| CNNGeoBackbone feature=ResNet-1012021.06 | 90.3 | 76.4 | 56.5 | 74.3 | |
| CNNGeoSupervision Level=Task-specific unsupervised2023.05 | 90.1 | 76.4 | 56.3 | 74.4 | |
| PARNSupervision Level=Task-specific unsupervised2023.05 | 89.5 | 75.9 | 71.2 | 78.8 | |
| PARNBackbone feature=VGG-162021.06 | 87.6 | 71.6 | 68.8 | 76 | |
| DINOv2-ViT-B/14Supervision Level=Nearest-neighboring based unsupervised, Backbone=ViT-B/142023.05 | 82.8 | 73.9 | 53.9 | 72 | |
| DINOv1-ViT-S/8Supervision Level=Nearest-neighboring based unsupervised, Backbone=ViT-S/82023.05 | 64.7 | 51.2 | 36.7 | 53.3 |